Comments (2)
You should prepare bert token embeddings yourself. One approach is to use transformers
package by:
from transformers import BertModel
bert = BertModel.from_pretrained('bert-base-uncased')
embeds = bert.embeddings.word_embeddings.weight.detach().numpy()
import numpy as np
np.save(embeds, 'bert-token.npy')
The above code is just a illustrative draft and has not been tested.
In this case, the embed configuration should be:
name: bert-token # can be any name
embeddings:
-
vocab_name: english
vocab_type: numpy
path: /path/to/bert-token.npy
frozen: true # not trainable
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Besides, the configs look a little bit confusing to me. If i try to load bert embedding and not use image features, can i use the following config?
mind.yaml-->dcn/din/bst/pnn.yaml-->tt.yaml-->bert-token.yaml
Sure! Recommend using tt-ctr.yaml
for CTR models such as DCN and PNN.
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